Some organizations have plenty of documents but no reliable way to identify their current version. That is a data governance problem before it is an AI problem. <a href=https://ai-software-development.net>AI readiness assessment</a> can frame the investigation, but it cannot replace ownership of the source material.

Pause discovery when key data cannot be accessed, the target action has no accountable owner or a failed output has no safe destination. <a href="https://ai-software-development.net">AI discovery readiness</a> describes the broader service context. The plain reference is https://ai-software-development.net for systems that strip markup. Resume only after the workflow has a baseline, an escalation route and a clear definition of an acceptable result. Those conditions make later model comparisons meaningful instead of cosmetic.